diff --git a/dipy.org/pull/66/_sources/posts/2024/2024_08_21_kaustav_final_report.rst.txt b/dipy.org/pull/66/_sources/posts/2024/2024_08_21_kaustav_final_report.rst.txt index 9d0a376..8f96b18 100644 --- a/dipy.org/pull/66/_sources/posts/2024/2024_08_21_kaustav_final_report.rst.txt +++ b/dipy.org/pull/66/_sources/posts/2024/2024_08_21_kaustav_final_report.rst.txt @@ -150,7 +150,7 @@ For the transition phase, we're providing warnings instead of completely blockin The implementation of this decorator was a significant part of the project. You can find the full pull request for the decorator here: `PR #3239 `_ -After creating the decorator, we applied it systematically across various DIPY modules. This extensive work touched many parts of the codebase: +After creating the decorator, I applied it systematically across various DIPY modules. This extensive work touched many parts of the codebase: - **align** `PR #3249 `_: Applied to alignment algorithms. - **core** `PR #3251 `_: Updated core functionality of DIPY. @@ -200,6 +200,10 @@ Upon reviewing our image organization, it became apparent that the existing syst - Better tracking of image contributions over time - Improved ability to manage and update image assets +.. code-block:: text + + _static/images/gsoc/[year]/[name_of_contributor] + This reorganization sets the stage for more efficient image management in the future. For more information, refer to: `Issue #50 `_ @@ -218,7 +222,7 @@ You can find more details in: `Issue #21 1. Keyword-Only Argumentsc is being called as a positional argument when it should be a keyword argument.

For the transition phase, we’re providing warnings instead of completely blocking the function execution. This approach allows for a smoother migration, giving developers time to update their code while still maintaining functionality.

The implementation of this decorator was a significant part of the project. You can find the full pull request for the decorator here: PR #3239

-

After creating the decorator, we applied it systematically across various DIPY modules. This extensive work touched many parts of the codebase:

+

After creating the decorator, I applied it systematically across various DIPY modules. This extensive work touched many parts of the codebase:

  • align PR #3249: Applied to alignment algorithms.

  • core PR #3251: Updated core functionality of DIPY.

  • @@ -1175,6 +1175,9 @@

    b. Image Organization Improvement
    _static/images/gsoc/[year]/[name_of_contributor]
    +
    +

    This reorganization sets the stage for more efficient image management in the future.

    For more information, refer to: Issue #50

    @@ -1190,7 +1193,7 @@

    c. DIPY Wiki Migration

    d. Adding Sidebars to Blog Page#

    -

    An enhancement suggested by the mentor was implemented: adding a sidebar to our blog.html page. Previously, the blog page lacked a sidebar, which made navigation less intuitive and user-friendly. The new sidebar significantly improves the blog’s usability by providing:

    +

    An enhancement suggested by my mentor was implemented: adding a sidebar to our blog.html page. Previously, the blog page lacked a sidebar, which made navigation less intuitive and user-friendly. The new sidebar significantly improves the blog’s usability by providing:

    • Quick access to important navigational elements

    • Categories for easy content classification

    • @@ -1344,36 +1347,35 @@

      Future Works

      1. Addition of Tutorials#

      -

      As part of our ongoing efforts to improve DIPY’s accessibility and user experience, I am planning to develop new tutorials. These tutorials will focus on two key areas:

      +

      As part of my ongoing efforts to improve DIPY’s accessibility and user experience, I am planning to develop new tutorials. These tutorials will focus on two key areas:

      a. 2D Registration#

      -

      The planned 2D registration tutorial will cover:

      +

      The 2D registration tutorial will cover:

        -
      • Overview of 2D registration algorithms in DIPY

      • -
      • Step-by-step guide for performing 2D registration

      • -
      • Practical examples and use cases

      • -
      • Tips for optimizing registration results

      • +
      • Overview of 2D Registration Algorithms: An explanation of the different 2D registration algorithms in DIPY, with a focus on when and how to use them.

      • +
      • Step-by-Step Guide: A detailed, step-by-step process for performing 2D registration using DIPY, making it easy to follow along.

      • +
      • Optimization Tips: Tips for getting the best results from 2D registration, including parameter adjustments and troubleshooting.

      b. Docker Usage#

      The Docker tutorial will include:

        -
      • Introduction to Docker and its benefits for DIPY users

      • -
      • Setting up Docker for use with DIPY

      • -
      • Running DIPY in a Docker container

      • -
      • Best practices for using DIPY with Docker

      • -
      • Troubleshooting common Docker-related issues

      • +
      • Introduction to Docker: An overview of Docker and why it is useful for DIPY users.

      • +
      • Setting Up Docker for DIPY: Instructions for setting up Docker specifically for DIPY, including installation and configuration.

      • +
      • Running DIPY in a Docker Container: How to run DIPY within a Docker container, with common commands and workflows.

      • +
      • Best Practices: Advice on how to use Docker with DIPY effectively, focusing on performance and resource management.

      • +
      • Troubleshooting: Common issues you might encounter with Docker and how to solve them.

      Objectives#

      -

      By adding these tutorials, we aim to:

      +

      By adding these tutorials, I aim to:

        -
      1. Lower the entry barrier for new DIPY users.

      2. -
      3. Provide clear, practical guidance on using DIPY’s features.

      4. -
      5. Encourage adoption of best practices in neuroimaging analysis.

      6. -
      7. Facilitate reproducible research through consistent environments.

      8. +
      9. Lower the Entry Barrier: Make it easier for new DIPY users to get started.

      10. +
      11. Provide Clear Guidance: Offer practical, easy-to-follow instructions on using DIPY.

      12. +
      13. Encourage Best Practices: Help users adopt best practices in neuroimaging analysis.

      14. +
      15. Support Reproducible Research: Teach users how to create consistent environments using Docker, which will help ensure reliable and reproducible results.

    diff --git a/dipy.org/pull/66/searchindex.js b/dipy.org/pull/66/searchindex.js index 1222d30..c8f047b 100644 --- a/dipy.org/pull/66/searchindex.js +++ b/dipy.org/pull/66/searchindex.js @@ -1 +1 @@ -Search.setIndex({"alltitles": {"1) DKI simulations on Dipy\u2019s master repository": [[7, "dki-simulations-on-dipy-s-master-repository"]], "1. Adding sidebar to blog page (dipy/dipy.org#53)": [[72, "adding-sidebar-to-blog-page-https-github-com-dipy-dipy-org-pull-53"]], "1. Addition of Tutorials": [[80, "addition-of-tutorials"]], "1. Blog Post migration (dipy/dipy.org#11)": [[72, "blog-post-migration-https-github-com-dipy-dipy-org-issues-11"]], "1. Keyword-Only Arguments": [[80, "keyword-only-arguments"], [80, "id1"]], "1.1) Import python modules and defining MRI parameters": [[7, "import-python-modules-and-defining-mri-parameters"]], "1.2) Defining biological parameters": [[7, "defining-biological-parameters"]], "1.3) Using DKI simulation main function": [[7, "using-dki-simulation-main-function"]], "2) Progresses on the development of the DKI reconstruction module": [[7, "progresses-on-the-development-of-the-dki-reconstruction-module"]], "2. Image Organization (dipy/dipy.org#50)": [[72, "image-organization-https-github-com-dipy-dipy-org-issues-50"]], "2. Lazy Loading": [[80, "lazy-loading"]], "2. Website Improvements": [[80, "website-improvements"]], "3) Next Steps": [[7, "next-steps"]], "3. Docker Integration": [[80, "docker-integration"]], "3. GSoC wiki posts migration (dipy/dipy.org#21)": [[72, "gsoc-wiki-posts-migration-https-github-com-dipy-dipy-org-issues-21"]], "Future Works": [[80, "future-work-title"]], "GSoC Weekly": [[80, "weekly-title"]], "Google Summer of Code Final Work Product": [[80, null]], "Objectives Completed": [[80, "objectives-completed-title"]], "Objectives in Progress": [[80, "objectives-progress-title"]], "Project Abstract": [[80, "project-abstract-title"]], "Proposed Objectives": [[80, "proposed-objectives-title"]], "Timeline": [[80, "timeline-title"]], "A Week of Unexpected Challenges": [[66, "a-week-of-unexpected-challenges"]], "A pythonic implementation of topup": [[29, "a-pythonic-implementation-of-topup"]], "About I\u00f1igo": [[55, "about-inigo"]], "About Myself": [[32, "about-myself"]], "About our Documentation": [[26, "about-our-documentation"]], "Accomplishing the first steps of the project proposal": [[8, "accomplishing-the-first-steps-of-the-project-proposal"]], "Add mutual information for non-rigid registration": [[29, "add-mutual-information-for-non-rigid-registration"]], "Adding Tests : Week 10": [[47, null]], "Addressing Missed Keyword Arguments": [[79, "addressing-missed-keyword-arguments"]], "Advances on the DKI based fiber direction estimates": [[12, "advances-on-the-dki-based-fiber-direction-estimates"]], "Advances on the implementation of DKI statistics": [[11, "advances-on-the-implementation-of-dki-statistics"]], "Advice": [[24, "advice"], [25, "advice"], [28, "advice"], [29, "advice"], [30, "advice"], [54, "advice"]], "After rebasing Problem #1": [[6, "after-rebasing-problem-1"]], "After rebasing Problem #2 - the right order to reconstruct the diffusion tensor": [[6, "after-rebasing-problem-2-the-right-order-to-reconstruct-the-diffusion-tensor"]], "And hey it\u2019s a separate django app!": [[23, "and-hey-it-s-a-separate-django-app"]], "Artifacts in Dipy\u2019s sample data Sherbrooke\u2019s 3 shells": [[9, null]], "Attempt to further improve the diffusion standard statistics": [[14, null]], "Before the Student Coding Period": [[4, "before-the-student-coding-period"]], "Benefits of Lazy Loading": [[80, "benefits-of-lazy-loading"]], "Blog": [[0, null]], "Blog Review": [[65, "blog-review"]], "Busy Week: PhD Applications and Moving Houses": [[76, "busy-week-phd-applications-and-moving-houses"]], "CTI Simulation and QTI tutorial : Week 3": [[37, null]], "Cache": [[21, "cache"]], "Calendar": [[1, null]], "Carbonate Account Setup, Experiment, Debug and Repeat: Week 5": [[40, null]], "Carbonate issues, GPU availability, Tensorflow errors: Week 10 & Week 11": [[48, null]], "Command-Line Interfaces:": [[27, "command-line-interfaces"]], "Community Bonding Period": [[18, "community-bonding-period"]], "Community Bonding Period Summary and first impressions": [[55, null]], "Community Bonding Period: Building the Foundation": [[56, "community-bonding-period-building-the-foundation"]], "Community Bonding and Week 1 Insights": [[32, null]], "Community Engagement": [[58, "community-engagement"]], "Community bonding and Project kickstart : Week 1": [[33, null]], "Comparison between mean kurtosis analytical and approximated solutions": [[11, "comparison-between-mean-kurtosis-analytical-and-approximated-solutions"]], "Comparison between radial kurtosis analytical and approximated solutions": [[11, "comparison-between-radial-kurtosis-analytical-and-approximated-solutions"]], "Comprehensive Testing and Bug Fixing": [[60, "comprehensive-testing-and-bug-fixing"]], "Conclusion": [[80, "conclusion"]], "Contact": [[26, "contact"]], "Creating a Docker Image for DIPY": [[78, "creating-a-docker-image-for-dipy"]], "Creating signal_predict Method: Testing Signal Generation": [[42, null]], "Current State of the Project:": [[27, "current-state-of-the-project"]], "Current Status": [[80, "current-status"], [80, "id3"]], "DIPY + FURY project ideas for GSoD\u201920": [[26, "dipy-fury-project-ideas-for-gsod-20"]], "DIPY Homepage:": [[27, "dipy-homepage"]], "DIPY support for DICOM files": [[25, "dipy-support-for-dicom-files"]], "DIPY-Tract-or-Treat: DIPY DTI Post-Processing Pipeline": [[28, "dipy-tract-or-treat-dipy-dti-post-processing-pipeline"]], "DKI based biological measures": [[16, "dki-based-biological-measures"]], "DKI based fiber direction estimates": [[11, "dki-based-fiber-direction-estimates"]], "DKI based fiber direction estimation methods": [[16, "dki-based-fiber-direction-estimation-methods"]], "DKI based simulations": [[16, "dki-based-simulations"]], "DKI reconstruction modules": [[16, "dki-reconstruction-modules"]], "Decorator Function Refinement": [[60, "decorator-function-refinement"]], "Decorator Implementation PR Fix": [[65, "decorator-implementation-pr-fix"]], "Decorator Implementation across Modules": [[62, "decorator-implementation-across-modules"]], "Decorator PR Fixes": [[68, "decorator-pr-fixes"], [70, "decorator-pr-fixes"]], "Deep Dive into VQ-VAE : Week 2": [[35, null]], "Design Matrix Implementation and Coding with PEP8: Week 5": [[41, null]], "Details of Backend Developed So Far": [[19, "details-of-backend-developed-so-far"]], "Details of content management system": [[20, "details-of-content-management-system"]], "Details of the frontend": [[20, "details-of-the-frontend"]], "Did I get stuck": [[47, "did-i-get-stuck"]], "Did I get stuck anywhere": [[32, "did-i-get-stuck-anywhere"], [34, "did-i-get-stuck-anywhere"], [35, "did-i-get-stuck-anywhere"], [37, "did-i-get-stuck-anywhere"], [38, "did-i-get-stuck-anywhere"], [40, "did-i-get-stuck-anywhere"], [42, "did-i-get-stuck-anywhere"], [44, "did-i-get-stuck-anywhere"], [45, "did-i-get-stuck-anywhere"], [48, "did-i-get-stuck-anywhere"], [49, "did-i-get-stuck-anywhere"], [51, "did-i-get-stuck-anywhere"], [55, "did-i-get-stuck-anywhere"], [57, "did-i-get-stuck-anywhere"], [59, "did-i-get-stuck-anywhere"], [61, "did-i-get-stuck-anywhere"], [63, "did-i-get-stuck-anywhere"], [64, "did-i-get-stuck-anywhere"], [67, "did-i-get-stuck-anywhere"], [69, "did-i-get-stuck-anywhere"], [71, "did-i-get-stuck-anywhere"], [73, "did-i-get-stuck-anywhere"], [75, "did-i-get-stuck-anywhere"], [77, "did-i-get-stuck-anywhere"]], "Did i get stuck this week": [[46, "did-i-get-stuck-this-week"]], "Difficulties & Challenges": [[60, "difficulties-challenges"], [62, "difficulties-challenges"], [65, "difficulties-challenges"], [68, "difficulties-challenges"], [70, "difficulties-challenges"], [72, "difficulties-challenges"], [74, "difficulties-challenges"]], "Diffusion Model results on pre-trained VQVAE latents of NFBS MRI Dataset: Week 6 & Week 7": [[43, null]], "Diffusion research continues: Week 4": [[39, null]], "Dockerfile Creation and Deployment": [[79, "dockerfile-creation-and-deployment"]], "Documentation Integration": [[21, "documentation-integration"]], "Documentation Updates": [[60, "documentation-updates"]], "Documentation that was developed:": [[27, "documentation-that-was-developed"]], "Doing Final Touch-Ups: Week 14": [[53, null]], "Enhancement": [[72, "enhancement"]], "Expanding the Decorator Implementation": [[58, "expanding-the-decorator-implementation"]], "Extend DIPY Horizon workflow": [[25, "extend-dipy-horizon-workflow"]], "Extend DIPY Horizon workflow for Visualization": [[28, "extend-dipy-horizon-workflow-for-visualization"], [29, "extend-dipy-horizon-workflow-for-visualization"]], "Extra steps accomplished": [[8, "extra-steps-accomplished"]], "Final Project Report": [[16, null]], "Final Thoughts": [[56, "final-thoughts"], [58, "final-thoughts"], [60, "final-thoughts"], [62, "final-thoughts"], [66, "final-thoughts"], [68, "final-thoughts"], [70, "final-thoughts"], [72, "final-thoughts"], [74, "final-thoughts"], [76, "final-thoughts"], [78, "final-thoughts"], [79, "final-thoughts"]], "Finalized experiments using both datasets: Week 12 & Week13": [[51, null]], "First Week into GSoC 2024: Building the AutoEncoder, writing the training loop": [[57, null]], "First post after acceptance! =)": [[4, null]], "First report (1st week of coding, challenges and ISMRM conference)": [[6, null]], "Fixing Tutorials for the Keyword Argument PR": [[76, "fixing-tutorials-for-the-keyword-argument-pr"]], "Function\u2019s Algorithm": [[10, "function-s-algorithm"]], "Further improvements on the diffusion standard statistics": [[13, null]], "Future directions of the DKI statistic implementation": [[11, "future-directions-of-the-dki-statistic-implementation"]], "Future directions of the DKI-ODF implementation": [[11, "future-directions-of-the-dki-odf-implementation"]], "GPU parallelization of DIPY algorithms": [[29, "gpu-parallelization-of-dipy-algorithms"]], "GSoD: High-level restructuring and end-user focus": [[27, null]], "Gallery Page": [[22, "gallery-page"]], "Generating Fit Functions : Week 8 & 9": [[46, null]], "Get Calendar": [[1, "get-calendar"]], "GitHub stats visualization": [[23, "github-stats-visualization"]], "Google Analytics": [[21, "google-analytics"]], "Google Season of Docs 2020": [[26, null]], "Google Summer of Code 2015 Announcement": [[3, null]], "Google Summer of Code 2018": [[24, null]], "Google Summer of Code 2020": [[25, null]], "Google Summer of Code 2021": [[28, null]], "Google Summer of Code 2022": [[29, null]], "Google Summer of Code 2023": [[30, null]], "Google Summer of Code 2024": [[54, null]], "Google Summer of Code Progress August 19": [[23, null]], "Google Summer of Code Progress August 7": [[22, null]], "Google Summer of Code Progress July 22": [[21, null]], "Google Summer of Code Progress June 10": [[19, null]], "Google Summer of Code Progress June 24": [[20, null]], "Google Summer of Code with Dipy": [[18, null]], "How did I get involved with DIPY": [[55, "how-did-i-get-involved-with-dipy"]], "How to become a part of DIPY\u2019s Google Summer of Code 2016": [[17, null]], "How to become a part of DIPY\u2019s Google Summer of Code 2018": [[24, "how-to-become-a-part-of-dipy-s-google-summer-of-code-2018"]], "How to become a part of DIPY\u2019s Google Summer of Code 2020": [[25, "how-to-become-a-part-of-dipy-s-google-summer-of-code-2020"]], "How to become a part of DIPY\u2019s Google Summer of Code 2021": [[28, "how-to-become-a-part-of-dipy-s-google-summer-of-code-2021"]], "How to become a part of DIPY\u2019s Google Summer of Code 2022": [[29, "how-to-become-a-part-of-dipy-s-google-summer-of-code-2022"]], "How to become a part of DIPY\u2019s Google Summer of Code 2023": [[30, "how-to-become-a-part-of-dipy-s-google-summer-of-code-2023"]], "How to become a part of DIPY\u2019s Google Summer of Code 2024": [[54, "how-to-become-a-part-of-dipy-s-google-summer-of-code-2024"]], "ISMRM Conference": [[6, "ismrm-conference"]], "Implementation Details": [[80, "implementation-details"]], "Implementation in python 1": [[11, "implementation-in-python-1"]], "Implementation in python 2": [[11, "implementation-in-python-2"]], "Implementation of DKI statistics is now complete!!!": [[12, "implementation-of-dki-statistics-is-now-complete"]], "Improve Consistency:": [[27, "improve-consistency"]], "Improving the speed performance of functions": [[11, "improving-the-speed-performance-of-functions"]], "Intro to Open-Source and GSoC": [[32, "intro-to-open-source-and-gsoc"]], "Introduction to DIPY": [[24, "introduction-to-dipy"], [25, "introduction-to-dipy"], [28, "introduction-to-dipy"], [29, "introduction-to-dipy"], [30, "introduction-to-dipy"], [54, "introduction-to-dipy"]], "Issues in dipy.org": [[72, "issues-in-dipy-org"]], "Journey of GSOC application & acceptance : Week 0": [[31, null]], "Last steps for the Google Summer of Code 2015": [[12, "last-steps-for-the-google-summer-of-code-2015"]], "Lazy Loading Demonstration": [[62, "lazy-loading-demonstration"]], "Lazy Loading Integration": [[58, "lazy-loading-integration"]], "Lazy Loading PR": [[68, "lazy-loading-pr"], [70, "lazy-loading-pr"]], "Lazy Loading Research": [[60, "lazy-loading-research"]], "Learning Docker": [[74, "learning-docker"]], "Learnings and Challenges:": [[27, "learnings-and-challenges"]], "Machine learning-based MRI registration": [[25, "machine-learning-based-mri-registration"]], "Making the Tests Work : Week 11": [[49, null]], "Mathematical framework": [[11, "mathematical-framework"]], "Medium Blogposts:": [[27, "medium-blogposts"]], "Mentors:": [[27, "mentors"]], "Mid-Term Summary": [[8, null]], "Modifying Test Signal Generation": [[44, null]], "My Journey Begins: Community Bonding Period with DIPY": [[56, null]], "My Journey Continues: Week 1 Progress with DIPY": [[58, null]], "My Journey Continues: Week 10 Progress with DIPY": [[76, null]], "My Journey Continues: Week 11 Progress with DIPY": [[78, null]], "My Journey Continues: Week 12 Progress with DIPY": [[79, null]], "My Journey Continues: Week 2 Progress with DIPY": [[60, null]], "My Journey Continues: Week 3 Progress with DIPY": [[62, null]], "My Journey Continues: Week 4 Progress with DIPY": [[65, null]], "My Journey Continues: Week 5 Progress with DIPY": [[66, null]], "My Journey Continues: Week 6 Progress with DIPY": [[68, null]], "My Journey Continues: Week 7 Progress with DIPY": [[70, null]], "My Journey Continues: Week 8 Progress with DIPY": [[72, null]], "My Journey Continues: Week 9 Progress with DIPY": [[74, null]], "News Posts": [[19, "news-posts"]], "Next Steps": [[66, "next-steps"], [79, "next-steps"], [80, "next-steps"], [80, "id2"], [80, "id4"]], "Next Week": [[60, "next-week"], [62, "next-week"], [65, "next-week"], [68, "next-week"], [70, "next-week"], [72, "next-week"], [74, "next-week"], [76, "next-week"], [78, "next-week"]], "Next steps": [[6, "next-steps"], [8, "next-steps"]], "Objectives": [[80, "objectives"]], "Organization: DIPY": [[27, "organization-dipy"]], "Outputs of CLI workflows:": [[27, "outputs-of-cli-workflows"]], "PIESNO": [[14, "piesno"]], "Peer Review Contributions": [[65, "peer-review-contributions"]], "Perpendicular directions samples relative to a given vector": [[10, null]], "Personal Note": [[4, "personal-note"]], "PhD Application Submitted": [[78, "phd-application-submitted"]], "PhD Applications": [[74, "phd-applications"]], "Population-based MRI Template Creation": [[28, "population-based-mri-template-creation"]], "Population-specific Tractography Bundle Atlas Creation": [[28, "population-specific-tractography-bundle-atlas-creation"]], "Preparing for Lazy Loading Implementation": [[66, "preparing-for-lazy-loading-implementation"]], "Preparing for Project Conclusion": [[79, "preparing-for-project-conclusion"]], "Problematic performance near to function singularities": [[15, "problematic-performance-near-to-function-singularities"]], "Progress Report (DKI simulations merged and DKI real data fitted)": [[7, null]], "Progress Report on Diffusion Kurtosis Imaging (DKI) Implementation": [[11, null], [12, null]], "Progress So Far": [[56, "progress-so-far"], [58, "progress-so-far"]], "Progress so far": [[20, "progress-so-far"], [21, 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Add mutual information for non-rigid registration": [[30, "project-1-add-mutual-information-for-non-rigid-registration"], [54, "project-1-add-mutual-information-for-non-rigid-registration"]], "Project 2. CUDA non-rigid registration": [[54, "project-2-cuda-non-rigid-registration"]], "Project 2. Generalized along tract analysis of fiber orientation dispersion": [[30, "project-2-generalized-along-tract-analysis-of-fiber-orientation-dispersion"]], "Project 3. Correlation Tensor Magnetic Resonance Imaging": [[30, "project-3-correlation-tensor-magnetic-resonance-imaging"]], "Project 3. DIPY algorithms Optimizations": [[54, "project-3-dipy-algorithms-optimizations"]], "Project 4. Creating Synthetic MRI data": [[30, "project-4-creating-synthetic-mri-data"]], "Project 4. Solving Issues in DIPY_HORIZON": [[54, "project-4-solving-issues-in-dipy-horizon"]], "Project 5. 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Announcement", "First post after acceptance! =)", "Time to start mapping brain connections and looking to brain properties in vivo", "First report (1st week of coding, challenges and ISMRM conference)", "Progress Report (DKI simulations merged and DKI real data fitted)", "Mid-Term Summary", "Artifacts in Dipy\u2019s sample data Sherbrooke\u2019s 3 shells", "Perpendicular directions samples relative to a given vector", "Progress Report on Diffusion Kurtosis Imaging (DKI) Implementation", "Progress Report on Diffusion Kurtosis Imaging (DKI) Implementation", "Further improvements on the diffusion standard statistics", "Attempt to further improve the diffusion standard statistics", "Start wrapping up - Test singularities of kurtosis statistics", "Final Project Report", "How to become a part of DIPY\u2019s Google Summer of Code 2016", "Google Summer of Code with Dipy", "Google Summer of Code Progress June 10", "Google Summer of Code Progress June 24", "Google Summer of Code Progress July 22", "Google Summer of Code Progress August 7", "Google Summer of Code Progress August 19", "Google Summer of Code 2018", "Google Summer of Code 2020", "Google Season of Docs 2020", "GSoD: High-level restructuring and end-user focus", "Google Summer of Code 2021", "Google Summer of Code 2022", "Google Summer of Code 2023", "Journey of GSOC application & acceptance : Week 0", "Community Bonding and Week 1 Insights", "Community bonding and Project kickstart : Week 1", "Signal Creation & Paper Research: Week2 Discoveries", "Deep Dive into VQ-VAE : Week 2", "VQ-VAE results and study on Diffusion models : Week 3", "CTI Simulation and QTI tutorial : Week 3", "Re-Engineering Simulation Codes with the QTI Model and Design Matrix", "Diffusion research continues: Week 4", "Carbonate Account Setup, Experiment, Debug and Repeat: Week 5", "Design Matrix Implementation and Coding with PEP8: Week 5", "Creating signal_predict Method: Testing Signal Generation", "Diffusion Model results on pre-trained VQVAE latents of NFBS MRI Dataset: Week 6 & Week 7", "Modifying Test Signal Generation", "VQVAE MONAI models & checkerboard artifacts: Week 8 & Week 9", "Generating Fit Functions : Week 8 & 9", "Adding Tests : Week 10", "Carbonate issues, GPU availability, Tensorflow errors: Week 10 & Week 11", "Making the Tests Work : Week 11", "Week12: Making Test Functions Work", "Finalized experiments using both datasets: Week 12 & Week13", "Writing Tests & Making Documentation: Week 13", "Doing Final Touch-Ups: Week 14", "Google Summer of Code 2024", "Community Bonding Period Summary and first impressions", "My Journey Begins: Community Bonding Period with DIPY", "First Week into GSoC 2024: Building the AutoEncoder, writing the training loop", "My Journey Continues: Week 1 Progress with DIPY", "Second Week into GSoC 2024: Refactoring the AutoEncoder, preliminary results", "My Journey Continues: Week 2 Progress with DIPY", "Third Week into GSoC 2024: Replicating training parameters, approaching replication", "My Journey Continues: Week 3 Progress with DIPY", "Week 4 into GSoC 2024: Weight transfer experiments, hardships, and results!", "Week 5 into GSoC 2024: Vacation, starting with the conditional AutoEncoder", "My Journey Continues: Week 4 Progress with DIPY", "My Journey Continues: Week 5 Progress with DIPY", "Week 6 into GSoC 2024: Stuck with the Variational AutoEncoder, problems with Keras", "My Journey Continues: Week 6 Progress with DIPY", "Week 7 into GSoC 2024: Starting to see the light at the end of the VAE", "My Journey Continues: Week 7 Progress with DIPY", "Week 8 into GSoC 2024: Further advances with the VAE model", "My Journey Continues: Week 8 Progress with DIPY", "Week 9 into GSoC 2024: The Conditional VAE implementation", "My Journey Continues: Week 9 Progress with DIPY", "Week 10 into GSoC 2024: Validating the conditional VAE results", "My Journey Continues: Week 10 Progress with DIPY", "Week 11 into GSoC 2024: The Adversarial AutoEncoder", "My Journey Continues: Week 11 Progress with DIPY", "My Journey Continues: Week 12 Progress with DIPY", "Google Summer of Code Final Work Product"], "titleterms": {"": [7, 9, 10, 17, 20, 21, 23, 24, 25, 28, 29, 30, 54, 56], "0": 31, "1": [6, 7, 11, 26, 30, 32, 33, 54, 56, 58, 72, 80], "10": [19, 47, 48, 75, 76], "11": [48, 49, 72, 77, 78], "12": [51, 79], "13": 52, "14": 53, "19": 23, "1st": 6, "2": [6, 7, 11, 26, 30, 35, 54, 60, 72, 80], "20": 26, "2015": [3, 12], "2016": 17, "2018": 24, "2020": [25, 26], "2021": 28, "2022": 29, "2023": 30, "2024": [54, 57, 59, 61, 63, 64, 67, 69, 71, 73, 75, 77], "21": 72, "22": 21, "24": 20, "2d": 80, "3": [7, 9, 30, 36, 37, 54, 62, 72, 80], "4": [30, 39, 54, 63, 65], "5": [30, 40, 41, 54, 64, 66], "50": 72, "53": 72, "6": [30, 43, 54, 67, 68], "7": [22, 30, 43, 69, 70], "8": [45, 46, 71, 72], "9": [45, 46, 73, 74], "A": [29, 66], "And": 23, "The": [32, 56, 73, 77], "about": [26, 32, 55], "abstract": 80, "acceler": 30, "accept": [4, 31], "accomplish": 8, 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Website Improvements": [[80, "website-improvements"]], "3) Next Steps": [[7, "next-steps"]], "3. Docker Integration": [[80, "docker-integration"]], "3. GSoC wiki posts migration (dipy/dipy.org#21)": [[72, "gsoc-wiki-posts-migration-https-github-com-dipy-dipy-org-issues-21"]], "Future Works": [[80, "future-work-title"]], "GSoC Weekly": [[80, "weekly-title"]], "Google Summer of Code Final Work Product": [[80, null]], "Objectives Completed": [[80, "objectives-completed-title"]], "Objectives in Progress": [[80, "objectives-progress-title"]], "Project Abstract": [[80, "project-abstract-title"]], "Proposed Objectives": [[80, "proposed-objectives-title"]], "Timeline": [[80, "timeline-title"]], "A Week of Unexpected Challenges": [[66, "a-week-of-unexpected-challenges"]], "A pythonic implementation of topup": [[29, "a-pythonic-implementation-of-topup"]], "About I\u00f1igo": [[55, "about-inigo"]], "About Myself": [[32, "about-myself"]], "About our Documentation": [[26, "about-our-documentation"]], "Accomplishing the first steps of the project proposal": [[8, "accomplishing-the-first-steps-of-the-project-proposal"]], "Add mutual information for non-rigid registration": [[29, "add-mutual-information-for-non-rigid-registration"]], "Adding Tests : Week 10": [[47, null]], "Addressing Missed Keyword Arguments": [[79, "addressing-missed-keyword-arguments"]], "Advances on the DKI based fiber direction estimates": [[12, "advances-on-the-dki-based-fiber-direction-estimates"]], "Advances on the implementation of DKI statistics": [[11, "advances-on-the-implementation-of-dki-statistics"]], "Advice": [[24, "advice"], [25, "advice"], [28, "advice"], [29, "advice"], [30, "advice"], [54, "advice"]], "After rebasing Problem #1": [[6, "after-rebasing-problem-1"]], "After rebasing Problem #2 - the right order to reconstruct the diffusion tensor": [[6, "after-rebasing-problem-2-the-right-order-to-reconstruct-the-diffusion-tensor"]], "And hey it\u2019s a separate django app!": [[23, "and-hey-it-s-a-separate-django-app"]], "Artifacts in Dipy\u2019s sample data Sherbrooke\u2019s 3 shells": [[9, null]], "Attempt to further improve the diffusion standard statistics": [[14, null]], "Before the Student Coding Period": [[4, "before-the-student-coding-period"]], "Benefits of Lazy Loading": [[80, "benefits-of-lazy-loading"]], "Blog": [[0, null]], "Blog Review": [[65, "blog-review"]], "Busy Week: PhD Applications and Moving Houses": [[76, "busy-week-phd-applications-and-moving-houses"]], "CTI Simulation and QTI tutorial : Week 3": [[37, null]], "Cache": [[21, "cache"]], "Calendar": [[1, null]], "Carbonate Account Setup, Experiment, Debug and Repeat: Week 5": [[40, null]], "Carbonate issues, GPU availability, Tensorflow errors: Week 10 & Week 11": [[48, null]], "Command-Line Interfaces:": [[27, "command-line-interfaces"]], "Community Bonding Period": [[18, "community-bonding-period"]], "Community Bonding Period Summary and first impressions": [[55, null]], "Community Bonding Period: Building the Foundation": [[56, "community-bonding-period-building-the-foundation"]], "Community Bonding and Week 1 Insights": [[32, null]], "Community Engagement": [[58, "community-engagement"]], "Community bonding and Project kickstart : Week 1": [[33, null]], "Comparison between mean kurtosis analytical and approximated solutions": [[11, "comparison-between-mean-kurtosis-analytical-and-approximated-solutions"]], "Comparison between radial kurtosis analytical and approximated solutions": [[11, "comparison-between-radial-kurtosis-analytical-and-approximated-solutions"]], "Comprehensive Testing and Bug Fixing": [[60, "comprehensive-testing-and-bug-fixing"]], "Conclusion": [[80, "conclusion"]], "Contact": [[26, "contact"]], "Creating a Docker Image for DIPY": [[78, "creating-a-docker-image-for-dipy"]], "Creating signal_predict Method: Testing Signal Generation": [[42, null]], "Current State of the Project:": [[27, "current-state-of-the-project"]], "Current Status": [[80, "current-status"], [80, "id3"]], "DIPY + FURY project ideas for GSoD\u201920": [[26, "dipy-fury-project-ideas-for-gsod-20"]], "DIPY Homepage:": [[27, "dipy-homepage"]], "DIPY support for DICOM files": [[25, "dipy-support-for-dicom-files"]], "DIPY-Tract-or-Treat: DIPY DTI Post-Processing Pipeline": [[28, "dipy-tract-or-treat-dipy-dti-post-processing-pipeline"]], "DKI based biological measures": [[16, "dki-based-biological-measures"]], "DKI based fiber direction estimates": [[11, "dki-based-fiber-direction-estimates"]], "DKI based fiber direction estimation methods": [[16, "dki-based-fiber-direction-estimation-methods"]], "DKI based simulations": [[16, "dki-based-simulations"]], "DKI reconstruction modules": [[16, "dki-reconstruction-modules"]], "Decorator Function Refinement": [[60, "decorator-function-refinement"]], "Decorator Implementation PR Fix": [[65, "decorator-implementation-pr-fix"]], "Decorator Implementation across Modules": [[62, "decorator-implementation-across-modules"]], "Decorator PR Fixes": [[68, "decorator-pr-fixes"], [70, "decorator-pr-fixes"]], "Deep Dive into VQ-VAE : Week 2": [[35, null]], "Design Matrix Implementation and Coding with PEP8: Week 5": [[41, null]], "Details of Backend Developed So Far": [[19, "details-of-backend-developed-so-far"]], "Details of content management system": [[20, "details-of-content-management-system"]], "Details of the frontend": [[20, "details-of-the-frontend"]], "Did I get stuck": [[47, "did-i-get-stuck"]], "Did I get stuck anywhere": [[32, "did-i-get-stuck-anywhere"], [34, "did-i-get-stuck-anywhere"], [35, "did-i-get-stuck-anywhere"], [37, "did-i-get-stuck-anywhere"], [38, "did-i-get-stuck-anywhere"], [40, "did-i-get-stuck-anywhere"], [42, "did-i-get-stuck-anywhere"], [44, "did-i-get-stuck-anywhere"], [45, "did-i-get-stuck-anywhere"], [48, "did-i-get-stuck-anywhere"], [49, "did-i-get-stuck-anywhere"], [51, "did-i-get-stuck-anywhere"], [55, "did-i-get-stuck-anywhere"], [57, "did-i-get-stuck-anywhere"], [59, "did-i-get-stuck-anywhere"], [61, "did-i-get-stuck-anywhere"], [63, "did-i-get-stuck-anywhere"], [64, "did-i-get-stuck-anywhere"], [67, 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Touch-Ups: Week 14": [[53, null]], "Enhancement": [[72, "enhancement"]], "Expanding the Decorator Implementation": [[58, "expanding-the-decorator-implementation"]], "Extend DIPY Horizon workflow": [[25, "extend-dipy-horizon-workflow"]], "Extend DIPY Horizon workflow for Visualization": [[28, "extend-dipy-horizon-workflow-for-visualization"], [29, "extend-dipy-horizon-workflow-for-visualization"]], "Extra steps accomplished": [[8, "extra-steps-accomplished"]], "Final Project Report": [[16, null]], "Final Thoughts": [[56, "final-thoughts"], [58, "final-thoughts"], [60, "final-thoughts"], [62, "final-thoughts"], [66, "final-thoughts"], [68, "final-thoughts"], [70, "final-thoughts"], [72, "final-thoughts"], [74, "final-thoughts"], [76, "final-thoughts"], [78, "final-thoughts"], [79, "final-thoughts"]], "Finalized experiments using both datasets: Week 12 & Week13": [[51, null]], "First Week into GSoC 2024: Building the AutoEncoder, writing the training loop": [[57, null]], "First post after acceptance! =)": [[4, null]], "First report (1st week of coding, challenges and ISMRM conference)": [[6, null]], "Fixing Tutorials for the Keyword Argument PR": [[76, "fixing-tutorials-for-the-keyword-argument-pr"]], "Function\u2019s Algorithm": [[10, "function-s-algorithm"]], "Further improvements on the diffusion standard statistics": [[13, null]], "Future directions of the DKI statistic implementation": [[11, "future-directions-of-the-dki-statistic-implementation"]], "Future directions of the DKI-ODF implementation": [[11, "future-directions-of-the-dki-odf-implementation"]], "GPU parallelization of DIPY algorithms": [[29, "gpu-parallelization-of-dipy-algorithms"]], "GSoD: High-level restructuring and end-user focus": [[27, null]], "Gallery Page": [[22, "gallery-page"]], "Generating Fit Functions : Week 8 & 9": [[46, null]], "Get Calendar": [[1, "get-calendar"]], "GitHub stats visualization": [[23, "github-stats-visualization"]], "Google Analytics": [[21, "google-analytics"]], "Google Season of Docs 2020": [[26, null]], "Google Summer of Code 2015 Announcement": [[3, null]], "Google Summer of Code 2018": [[24, null]], "Google Summer of Code 2020": [[25, null]], "Google Summer of Code 2021": [[28, null]], "Google Summer of Code 2022": [[29, null]], "Google Summer of Code 2023": [[30, null]], "Google Summer of Code 2024": [[54, null]], "Google Summer of Code Progress August 19": [[23, null]], "Google Summer of Code Progress August 7": [[22, null]], "Google Summer of Code Progress July 22": [[21, null]], "Google Summer of Code Progress June 10": [[19, null]], "Google Summer of Code Progress June 24": [[20, null]], "Google Summer of Code with Dipy": [[18, null]], "How did I get involved with DIPY": [[55, "how-did-i-get-involved-with-dipy"]], "How to become a part of DIPY\u2019s Google Summer of Code 2016": [[17, null]], "How to become a part of DIPY\u2019s Google Summer of Code 2018": [[24, "how-to-become-a-part-of-dipy-s-google-summer-of-code-2018"]], "How to become a part of DIPY\u2019s Google Summer of Code 2020": [[25, "how-to-become-a-part-of-dipy-s-google-summer-of-code-2020"]], "How to become a part of DIPY\u2019s Google Summer of Code 2021": [[28, "how-to-become-a-part-of-dipy-s-google-summer-of-code-2021"]], "How to become a part of DIPY\u2019s Google Summer of Code 2022": [[29, "how-to-become-a-part-of-dipy-s-google-summer-of-code-2022"]], "How to become a part of DIPY\u2019s Google Summer of Code 2023": [[30, "how-to-become-a-part-of-dipy-s-google-summer-of-code-2023"]], "How to become a part of DIPY\u2019s Google Summer of Code 2024": [[54, "how-to-become-a-part-of-dipy-s-google-summer-of-code-2024"]], "ISMRM Conference": [[6, "ismrm-conference"]], "Implementation Details": [[80, "implementation-details"]], "Implementation in python 1": [[11, "implementation-in-python-1"]], "Implementation in python 2": [[11, "implementation-in-python-2"]], "Implementation of DKI statistics is now complete!!!": [[12, "implementation-of-dki-statistics-is-now-complete"]], "Improve Consistency:": [[27, "improve-consistency"]], "Improving the speed performance of functions": [[11, "improving-the-speed-performance-of-functions"]], "Intro to Open-Source and GSoC": [[32, "intro-to-open-source-and-gsoc"]], "Introduction to DIPY": [[24, "introduction-to-dipy"], [25, "introduction-to-dipy"], [28, "introduction-to-dipy"], [29, "introduction-to-dipy"], [30, "introduction-to-dipy"], [54, "introduction-to-dipy"]], "Issues in dipy.org": [[72, "issues-in-dipy-org"]], "Journey of GSOC application & acceptance : Week 0": [[31, null]], "Last steps for the Google Summer of Code 2015": [[12, "last-steps-for-the-google-summer-of-code-2015"]], "Lazy Loading Demonstration": [[62, "lazy-loading-demonstration"]], "Lazy Loading Integration": [[58, "lazy-loading-integration"]], "Lazy Loading PR": [[68, "lazy-loading-pr"], [70, "lazy-loading-pr"]], "Lazy Loading Research": [[60, "lazy-loading-research"]], "Learning Docker": [[74, "learning-docker"]], "Learnings and Challenges:": [[27, "learnings-and-challenges"]], "Machine learning-based MRI registration": [[25, "machine-learning-based-mri-registration"]], "Making the Tests Work : Week 11": [[49, null]], "Mathematical framework": [[11, "mathematical-framework"]], "Medium Blogposts:": [[27, "medium-blogposts"]], "Mentors:": [[27, "mentors"]], "Mid-Term Summary": [[8, null]], "Modifying Test Signal Generation": [[44, null]], "My Journey Begins: Community Bonding Period with DIPY": [[56, null]], "My Journey Continues: Week 1 Progress with DIPY": [[58, null]], "My Journey Continues: Week 10 Progress with DIPY": [[76, null]], "My Journey Continues: Week 11 Progress with DIPY": [[78, null]], "My Journey Continues: Week 12 Progress with DIPY": [[79, null]], "My Journey Continues: Week 2 Progress with DIPY": [[60, null]], "My Journey Continues: Week 3 Progress with DIPY": [[62, null]], "My Journey Continues: Week 4 Progress with DIPY": [[65, null]], "My Journey Continues: Week 5 Progress with DIPY": [[66, null]], "My Journey Continues: Week 6 Progress with DIPY": [[68, null]], "My Journey Continues: Week 7 Progress with DIPY": [[70, null]], "My Journey Continues: Week 8 Progress with DIPY": [[72, null]], "My Journey Continues: Week 9 Progress with DIPY": [[74, null]], "News Posts": [[19, "news-posts"]], "Next Steps": [[66, "next-steps"], [79, "next-steps"], [80, "next-steps"], [80, "id2"], [80, "id4"]], "Next Week": [[60, "next-week"], [62, "next-week"], [65, "next-week"], [68, "next-week"], [70, "next-week"], [72, "next-week"], [74, "next-week"], [76, "next-week"], [78, "next-week"]], "Next steps": [[6, "next-steps"], [8, "next-steps"]], "Objectives": [[80, "objectives"]], "Organization: DIPY": [[27, "organization-dipy"]], "Outputs of CLI workflows:": [[27, "outputs-of-cli-workflows"]], "PIESNO": [[14, "piesno"]], "Peer Review Contributions": [[65, "peer-review-contributions"]], "Perpendicular directions samples relative to a given vector": [[10, null]], "Personal Note": [[4, "personal-note"]], "PhD Application Submitted": [[78, "phd-application-submitted"]], "PhD Applications": [[74, "phd-applications"]], "Population-based MRI Template Creation": [[28, "population-based-mri-template-creation"]], "Population-specific Tractography Bundle Atlas Creation": [[28, "population-specific-tractography-bundle-atlas-creation"]], "Preparing for Lazy Loading Implementation": [[66, "preparing-for-lazy-loading-implementation"]], "Preparing for Project Conclusion": [[79, "preparing-for-project-conclusion"]], "Problematic performance near to function singularities": [[15, "problematic-performance-near-to-function-singularities"]], "Progress Report (DKI simulations merged and DKI real data fitted)": [[7, null]], "Progress Report on Diffusion Kurtosis Imaging (DKI) Implementation": [[11, null], [12, null]], "Progress So Far": [[56, "progress-so-far"], [58, "progress-so-far"]], "Progress so far": [[20, "progress-so-far"], [21, 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24", "Google Summer of Code Progress July 22", "Google Summer of Code Progress August 7", "Google Summer of Code Progress August 19", "Google Summer of Code 2018", "Google Summer of Code 2020", "Google Season of Docs 2020", "GSoD: High-level restructuring and end-user focus", "Google Summer of Code 2021", "Google Summer of Code 2022", "Google Summer of Code 2023", "Journey of GSOC application & acceptance : Week 0", "Community Bonding and Week 1 Insights", "Community bonding and Project kickstart : Week 1", "Signal Creation & Paper Research: Week2 Discoveries", "Deep Dive into VQ-VAE : Week 2", "VQ-VAE results and study on Diffusion models : Week 3", "CTI Simulation and QTI tutorial : Week 3", "Re-Engineering Simulation Codes with the QTI Model and Design Matrix", "Diffusion research continues: Week 4", "Carbonate Account Setup, Experiment, Debug and Repeat: Week 5", "Design Matrix Implementation and Coding with PEP8: Week 5", "Creating signal_predict Method: Testing Signal Generation", "Diffusion Model results on pre-trained VQVAE latents of NFBS MRI Dataset: Week 6 & Week 7", "Modifying Test Signal Generation", "VQVAE MONAI models & checkerboard artifacts: Week 8 & Week 9", "Generating Fit Functions : Week 8 & 9", "Adding Tests : Week 10", "Carbonate issues, GPU availability, Tensorflow errors: Week 10 & Week 11", "Making the Tests Work : Week 11", "Week12: Making Test Functions Work", "Finalized experiments using both datasets: Week 12 & Week13", "Writing Tests & Making Documentation: Week 13", "Doing Final Touch-Ups: Week 14", "Google Summer of Code 2024", "Community Bonding Period Summary and first impressions", "My Journey Begins: Community Bonding Period with DIPY", "First Week into GSoC 2024: Building the AutoEncoder, writing the training loop", "My Journey Continues: Week 1 Progress with DIPY", "Second Week into GSoC 2024: Refactoring the AutoEncoder, preliminary results", "My Journey Continues: Week 2 Progress with DIPY", "Third Week into GSoC 2024: Replicating training parameters, approaching replication", "My Journey Continues: Week 3 Progress with DIPY", "Week 4 into GSoC 2024: Weight transfer experiments, hardships, and results!", "Week 5 into GSoC 2024: Vacation, starting with the conditional AutoEncoder", "My Journey Continues: Week 4 Progress with DIPY", "My Journey Continues: Week 5 Progress with DIPY", "Week 6 into GSoC 2024: Stuck with the Variational AutoEncoder, problems with Keras", "My Journey Continues: Week 6 Progress with DIPY", "Week 7 into GSoC 2024: Starting to see the light at the end of the VAE", "My Journey Continues: Week 7 Progress with DIPY", "Week 8 into GSoC 2024: Further advances with the VAE model", "My Journey Continues: Week 8 Progress with DIPY", "Week 9 into GSoC 2024: The Conditional VAE implementation", "My Journey Continues: Week 9 Progress with DIPY", "Week 10 into GSoC 2024: Validating the conditional VAE results", "My Journey Continues: Week 10 Progress with DIPY", "Week 11 into GSoC 2024: The Adversarial AutoEncoder", "My Journey Continues: Week 11 Progress with DIPY", "My Journey Continues: Week 12 Progress with DIPY", "Google Summer of Code Final Work Product"], "titleterms": {"": [7, 9, 10, 17, 20, 21, 23, 24, 25, 28, 29, 30, 54, 56], "0": 31, "1": [6, 7, 11, 26, 30, 32, 33, 54, 56, 58, 72, 80], "10": [19, 47, 48, 75, 76], "11": [48, 49, 72, 77, 78], "12": [51, 79], "13": 52, "14": 53, "19": 23, "1st": 6, "2": [6, 7, 11, 26, 30, 35, 54, 60, 72, 80], "20": 26, "2015": [3, 12], "2016": 17, "2018": 24, "2020": [25, 26], "2021": 28, "2022": 29, "2023": 30, "2024": [54, 57, 59, 61, 63, 64, 67, 69, 71, 73, 75, 77], "21": 72, "22": 21, "24": 20, "2d": 80, "3": [7, 9, 30, 36, 37, 54, 62, 72, 80], "4": [30, 39, 54, 63, 65], "5": [30, 40, 41, 54, 64, 66], "50": 72, "53": 72, "6": [30, 43, 54, 67, 68], "7": [22, 30, 43, 69, 70], "8": [45, 46, 71, 72], "9": [45, 46, 73, 74], "A": [29, 66], "And": 23, "The": [32, 56, 73, 77], "about": [26, 32, 55], "abstract": 80, 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